{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "通过Spark读取northwind中的Orders.csv数据，然后构建对应的表并使用SQL以运输国家进行汇总统计。\n",
    "将统计后的数据转化为字典，使用WordCloud进行展示。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyspark.sql import SparkSession \n",
    "spark=SparkSession.builder.appName('spark').getOrCreate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "from wordcloud import WordCloud, ImageColorGenerator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = spark.read.csv('./Orders.csv',header=True,inferSchema=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.createTempView(\"orders\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "country=spark.sql('SELECT ShipCountry , count(ShipCountry) num FROM  Orders  GROUP BY ShipCountry')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+-----------+---+\n",
      "|ShipCountry|num|\n",
      "+-----------+---+\n",
      "|     Sweden| 37|\n",
      "|    Germany|122|\n",
      "|     France| 77|\n",
      "|  Argentina| 16|\n",
      "|    Belgium| 19|\n",
      "|    Finland| 22|\n",
      "|      Italy| 28|\n",
      "|     Norway|  6|\n",
      "|      Spain| 23|\n",
      "|    Denmark| 18|\n",
      "|    Ireland| 19|\n",
      "|  Venezuela| 46|\n",
      "|        USA|122|\n",
      "|     Mexico| 28|\n",
      "|         UK| 56|\n",
      "|Switzerland| 18|\n",
      "|     Canada| 30|\n",
      "|     Brazil| 83|\n",
      "|     Poland|  7|\n",
      "|   Portugal| 13|\n",
      "+-----------+---+\n",
      "only showing top 20 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "country.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "country_pd=country.toPandas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "country_list=country_pd.ShipCountry\n",
    "num_list=country_pd.num"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "dic=dict(zip(country_list,num_list))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{u'Argentina': 16L,\n",
       " u'Austria': 40L,\n",
       " u'Belgium': 19L,\n",
       " u'Brazil': 83L,\n",
       " u'Canada': 30L,\n",
       " u'Denmark': 18L,\n",
       " u'Finland': 22L,\n",
       " u'France': 77L,\n",
       " u'Germany': 122L,\n",
       " u'Ireland': 19L,\n",
       " u'Italy': 28L,\n",
       " u'Mexico': 28L,\n",
       " u'Norway': 6L,\n",
       " u'Poland': 7L,\n",
       " u'Portugal': 13L,\n",
       " u'Spain': 23L,\n",
       " u'Sweden': 37L,\n",
       " u'Switzerland': 18L,\n",
       " u'UK': 56L,\n",
       " u'USA': 122L,\n",
       " u'Venezuela': 46L}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "wc = WordCloud(background_color=\"red\", repeat=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0xa150d30>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wc.generate_from_frequencies(dic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(wc)\n",
    "plt.axis(\"off\")  # 不显示坐标轴\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0xa150d30>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wc.to_file('spark.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
